# Question Answering on HotpotQA (ASR, RSR, PPL)

Source: [Question Answering on HotpotQA (ASR, RSR, PPL)](<https://www.sota2.com/research/sota/question-answering-on-hotpotqa-asr-rsr-ppl>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-04-10T06:48:32.134Z

Evaluation of model performance on the HotpotQA dataset for Question Answering, measured using ASR, RSR, and PPL metrics.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Question Answering |
| Dataset (including any stated split) | HotpotQA |
| Metric | ASR |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 35 of 35 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [ASR](<https://www.sota2.com/research/sota/question-answering-on-hotpotqa-asr-rsr-ppl.md?metric=ASR>): Higher is better; unit: PERCENT.

- [RSR](<https://www.sota2.com/research/sota/question-answering-on-hotpotqa-asr-rsr-ppl.md?metric=RSR>): Higher is better; unit: PERCENT.

- [PPL](<https://www.sota2.com/research/sota/question-answering-on-hotpotqa-asr-rsr-ppl.md?metric=PPL>): Lower is better; unit: SCALAR.

## Recorded results

| Method | ASR | Result date | Report paper |
| --- | --- | --- | --- |
| AuthChain | 90 | Not recorded | 68fa7af71e209131cea86070 |
| AuthChain | 88 | Not recorded | 68fa7af71e209131cea86070 |
| AuthChain | 87 | Not recorded | 68fa7af71e209131cea86070 |
| AuthChain | 86 | Not recorded | 68fa7af71e209131cea86070 |
| AuthChain | 86 | Not recorded | 68fa7af71e209131cea86070 |
| AuthChain | 85 | Not recorded | 68fa7af71e209131cea86070 |
| Authority | 82 | Not recorded | 68fa7af71e209131cea86070 |
| Authority | 80 | Not recorded | 68fa7af71e209131cea86070 |
| Authority | 80 | Not recorded | 68fa7af71e209131cea86070 |
| CoE | 79 | Not recorded | 68fa7af71e209131cea86070 |
| Authority | 78 | Not recorded | 68fa7af71e209131cea86070 |
| Authority | 78 | Not recorded | 68fa7af71e209131cea86070 |
| HRAG | 77 | Not recorded | 68fa7af71e209131cea86070 |
| CoE | 77 | Not recorded | 68fa7af71e209131cea86070 |
| CoE | 75 | Not recorded | 68fa7af71e209131cea86070 |
| HRAG | 73 | Not recorded | 68fa7af71e209131cea86070 |
| CoE | 71 | Not recorded | 68fa7af71e209131cea86070 |
| CoE | 71 | Not recorded | 68fa7af71e209131cea86070 |
| PRAG | 69 | Not recorded | 68fa7af71e209131cea86070 |
| Authority | 66 | Not recorded | 68fa7af71e209131cea86070 |
| PRAG | 63 | Not recorded | 68fa7af71e209131cea86070 |
| CoE | 62 | Not recorded | 68fa7af71e209131cea86070 |
| PRAG | 62 | Not recorded | 68fa7af71e209131cea86070 |
| PRAG | 60 | Not recorded | 68fa7af71e209131cea86070 |
| HRAG | 58 | Not recorded | 68fa7af71e209131cea86070 |
| HRAG | 57 | Not recorded | 68fa7af71e209131cea86070 |
| PRAG | 54 | Not recorded | 68fa7af71e209131cea86070 |
| PRAG | 49 | Not recorded | 68fa7af71e209131cea86070 |
| HRAG | 49 | Not recorded | 68fa7af71e209131cea86070 |
| HRAG | 22 | Not recorded | 68fa7af71e209131cea86070 |

### AuthChain

ASR: 90. Result ID: 69d89cb047f34ce924c0de8e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86070.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86070.md>)

Recorded evaluation configuration: {"Model":"GPT-3.5"}. This record does not assert independent reproduction.

### AuthChain

ASR: 88. Result ID: 69d89cb047f34ce924c0de98.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86070.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86070.md>)

Recorded evaluation configuration: {"Model":"GPT-4o"}. This record does not assert independent reproduction.

### AuthChain

ASR: 87. Result ID: 69d89cb047f34ce924c0dea7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86070.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86070.md>)

Recorded evaluation configuration: {"Model":"Deepseek-V3-0324"}. This record does not assert independent reproduction.

### AuthChain

ASR: 86. Result ID: 69d89cb047f34ce924c0de93.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86070.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86070.md>)

Recorded evaluation configuration: {"Model":"GPT-4"}. This record does not assert independent reproduction.

### AuthChain

ASR: 86. Result ID: 69d89cb047f34ce924c0dea2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86070.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86070.md>)

Recorded evaluation configuration: {"Model":"Llama3-70B"}. This record does not assert independent reproduction.

### AuthChain

ASR: 85. Result ID: 69d89cb047f34ce924c0de9d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86070.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86070.md>)

Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction.

### Authority

ASR: 82. Result ID: 69d89cb047f34ce924c0de8d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86070.md>)

Recorded evaluation configuration: {"Model":"GPT-3.5"}. This record does not assert independent reproduction.

### Authority

ASR: 80. Result ID: 69d89cb047f34ce924c0dea1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86070.md>)

Recorded evaluation configuration: {"Model":"Llama3-70B"}. This record does not assert independent reproduction.

### Authority

ASR: 80. Result ID: 69d89cb047f34ce924c0dea6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86070.md>)

Recorded evaluation configuration: {"Model":"Deepseek-V3-0324"}. This record does not assert independent reproduction.

### CoE

ASR: 79. Result ID: 69d89cb047f34ce924c0de8c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86070.md>)

Recorded evaluation configuration: {"Model":"GPT-3.5"}. This record does not assert independent reproduction.

### Authority

ASR: 78. Result ID: 69d89cb047f34ce924c0de97.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86070.md>)

Recorded evaluation configuration: {"Model":"GPT-4o"}. This record does not assert independent reproduction.

### Authority

ASR: 78. Result ID: 69d89cb047f34ce924c0de9c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86070.md>)

Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction.

### HRAG

ASR: 77. Result ID: 69d89cb047f34ce924c0de90.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86070.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682ef.md>)

Recorded evaluation configuration: {"Model":"GPT-4"}. This record does not assert independent reproduction.

### CoE

ASR: 77. Result ID: 69d89cb047f34ce924c0dea5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86070.md>)

Recorded evaluation configuration: {"Model":"Deepseek-V3-0324"}. This record does not assert independent reproduction.

### CoE

ASR: 75. Result ID: 69d89cb047f34ce924c0dea0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86070.md>)

Recorded evaluation configuration: {"Model":"Llama3-70B"}. This record does not assert independent reproduction.

### HRAG

ASR: 73. Result ID: 69d89cb047f34ce924c0dea4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86070.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682ef.md>)

Recorded evaluation configuration: {"Model":"Deepseek-V3-0324"}. This record does not assert independent reproduction.

### CoE

ASR: 71. Result ID: 69d89cb047f34ce924c0de96.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86070.md>)

Recorded evaluation configuration: {"Model":"GPT-4o"}. This record does not assert independent reproduction.

### CoE

ASR: 71. Result ID: 69d89cb047f34ce924c0de9b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86070.md>)

Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction.

### PRAG

ASR: 69. Result ID: 69d89cb047f34ce924c0de8a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86070.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa746c1e209131cea619c9.md>)

Recorded evaluation configuration: {"Model":"GPT-3.5"}. This record does not assert independent reproduction.

### Authority

ASR: 66. Result ID: 69d89cb047f34ce924c0de92.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86070.md>)

Recorded evaluation configuration: {"Model":"GPT-4"}. This record does not assert independent reproduction.

### PRAG

ASR: 63. Result ID: 69d89cb047f34ce924c0dea3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86070.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa746c1e209131cea619c9.md>)

Recorded evaluation configuration: {"Model":"Deepseek-V3-0324"}. This record does not assert independent reproduction.

### CoE

ASR: 62. Result ID: 69d89cb047f34ce924c0de91.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86070.md>)

Recorded evaluation configuration: {"Model":"GPT-4"}. This record does not assert independent reproduction.

### PRAG

ASR: 62. Result ID: 69d89cb047f34ce924c0de99.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86070.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa746c1e209131cea619c9.md>)

Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction.

### PRAG

ASR: 60. Result ID: 69d89cb047f34ce924c0de9e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86070.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa746c1e209131cea619c9.md>)

Recorded evaluation configuration: {"Model":"Llama3-70B"}. This record does not assert independent reproduction.

### HRAG

ASR: 58. Result ID: 69d89cb047f34ce924c0de9a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86070.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682ef.md>)

Recorded evaluation configuration: {"Model":"Llama3-8B"}. This record does not assert independent reproduction.

### HRAG

ASR: 57. Result ID: 69d89cb047f34ce924c0de8b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86070.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682ef.md>)

Recorded evaluation configuration: {"Model":"GPT-3.5"}. This record does not assert independent reproduction.

### PRAG

ASR: 54. Result ID: 69d89cb047f34ce924c0de94.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86070.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa746c1e209131cea619c9.md>)

Recorded evaluation configuration: {"Model":"GPT-4o"}. This record does not assert independent reproduction.

### PRAG

ASR: 49. Result ID: 69d89cb047f34ce924c0de8f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86070.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa746c1e209131cea619c9.md>)

Recorded evaluation configuration: {"Model":"GPT-4"}. This record does not assert independent reproduction.

### HRAG

ASR: 49. Result ID: 69d89cb047f34ce924c0de95.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86070.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682ef.md>)

Recorded evaluation configuration: {"Model":"GPT-4o"}. This record does not assert independent reproduction.

### HRAG

ASR: 22. Result ID: 69d89cb047f34ce924c0de9f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af71e209131cea86070.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682ef.md>)

Recorded evaluation configuration: {"Model":"Llama3-70B"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
